Multi-agent medical AI

Your AI medical team, ready when you need it.

Ask one question and three specialists work on it at once: a general health consultant, a symptom analyst, and a researcher who checks the clinical guidelines. You get one clear answer, usually in under 20 seconds, at 3am or any other time.

4.5 / 5blind score from
medical professionals
< 20 secfor nine out of ten
questions
92%of follow-ups understood
in context
ReadyTrace AI 11:42 PM

Chest tightness since this morning and I’m short of breath on the stairs. I take medication for high blood pressure.

Routing · complex · 3 agents in parallel
Health consultant Symptom analyst Guideline researcher
Emergency — seek care now, do not wait

Chest tightness with shortness of breath on exertion, in someone with treated hypertension, needs to be assessed today in an emergency department. Call 911 rather than driving yourself.

3 sources · ACC/AHA chest pain guideline, 2 more
Carried from earlier
HypertensionLisinopril 10mgAge 58
lab-results-oct.pdf Read and explained in plain language
The problem

One careful paragraph that quietly ignores half of what you said.

Search your symptoms and every result says it could be nothing or it could be serious. Ask a general chatbot and you get one careful paragraph that quietly ignores half of what you told it. Then you ask the obvious follow-up, “so what should I do,” and it has already forgotten you have diabetes.

Meanwhile the thing you actually wanted to know was whether this can wait until Monday.

Traditional AI assistants rely on a single model to answer an entire medical question. A real health concern involves symptom interpretation, urgency assessment, medical knowledge, lifestyle advice and clinical evidence — all at once.

One model, one pass What goes wrong
  • Complex questions are not analyzed from all the relevant perspectives.
  • Important risk signals get overlooked.
  • Follow-up questions lose the conversation’s context.
  • Simple questions are dragged through long reasoning they never needed.
  • Medical information arrives without evidence or safety boundaries.
The solution

One question. Three specialists. One answer you can act on.

Instead of one agent doing everything, ReadyTrace AI routes each request by how complex it actually is. Simple questions go straight to the right specialist. Complex ones are broken into tasks and worked in parallel by the Agent Swarm.

The results are synthesized into a single response — checked before you see it.

ReadyTrace AI Agent Swarm Health consultant Symptom analyst Guideline researcher
Your question Typed in plain words Intelligent router Reads complexity, decides the path SIMPLE COMPLEX Straight to one specialist No detour through long reasoning General health consultant Context, lifestyle, what to do next Symptom analyst Interpretation and urgency Guideline researcher Clinical evidence and sources Agents call the medical Skills they need and share results through system context. Synthesis Runtime constraints validate before you see it One answer
Features

Five things a single chatbot cannot do.

01

Three specialists, not one generalist

Your question goes to the agents that fit it. Symptom questions reach the diagnostic specialist. “What’s the current treatment for this” reaches the one that reads clinical guidelines.

Complicated questions stop getting half an answer.

General health consultant
  • Lifestyle guidance
  • Medication basics
  • When to follow up
Symptom analyst
  • Symptom mapping
  • Urgency scoring
  • Red-flag check
Guideline researcher
  • Clinical guidelines
  • Evidence lookup
  • Source citation
Emergency — go now, do not wait for the rest of this answer

Call 911 or get to an emergency department. Chest tightness with breathlessness on exertion is assessed the same day, every time.

Routine See a doctor Urgent Emergency
02

Urgency, stated plainly

Every answer comes with a risk level, from routine to emergency. Describe chest pain, breathing trouble or fainting and the answer leads with go now, before anything else.

You know whether this waits until Monday.

03

It remembers the conversation

Tell it once that you have high blood pressure. Ask “what about diet” ten minutes later and it knows what you mean.

I have high blood pressure. Noted — I’ll keep that in mind. What about diet? For blood pressure specifically, sodium is the lever that moves first…

No repeating yourself, no starting over.

04

Answers with sources

Responses are grounded in clinical guidelines and medical references, and every answer shows what it drew from.

Sources used
  • 1ACC/AHA guideline on chest pain evaluation
  • 2Hypertension management, 2024 update
  • 3Emergency triage criteria, cardiac

You can check it, and show it to your doctor.

05

Reads your scans and reports

Upload a lab result, a discharge summary or an X-ray and ask about it in plain language.

cbc-panel-oct.pdf Your hemoglobin is slightly low. Everything else on this panel sits inside the normal range. Here is what that usually means and when it is worth following up…

The document your doctor gave you becomes readable.

How it works

Three steps, and none of them are yours.

You type a question. Everything after that — the routing, the parallel work, the safety check — happens before the answer reaches your screen.

01

Ask in your own words

A general health inquiry, a symptom you are worried about, a lifestyle question or a research-oriented medical question. No forms, no dropdowns, no clinical vocabulary required.

02

The router decides the path

It reads the complexity of the request. A simple task goes straight to the specialist agent that fits it. A complex task is decomposed and distributed across several agents for parallel analysis.

03

One checked answer comes back

Agents call the medical Skills they need and share results through the system context. Runtime constraints validate the output and add the required safety information before you ever see it.

Nine out of ten questions come back in under 20 seconds.
What the testing shows

Scored blind, by people who practise medicine.

4.5 / 5Average score from medical professionals reviewing our answers blind, against 3.9 for a leading general chatbot.
92%Of follow-up questions correctly understood in the context of what you said earlier.
< 20sTime to an answer for nine out of ten questions, routing and synthesis included.
500Questions from real consultations, used to test every release before it ships.

Internal testing on a 500-question set drawn from real, de-identified consultations. Not a clinical trial.

It remembered what I’d mentioned earlier and connected my follow-up question without making me explain everything again. It felt much more thoughtful than a typical chatbot.
JR Josh R.Beta user
What stood out to me was the escalation behavior. When the conversation included potentially high-risk symptoms, the assistant clearly shifted toward recommending appropriate medical attention.
MC Dr. Maya C.Internal medicine · clinical reviewer
I was trying to understand several symptoms for a family member, and it broke everything down into clear pieces instead of overwhelming me with one long answer.
SK Sarah K.Caregiver & beta user
The platform

Medical is the first swarm. It is not the last.

The router, the parallel agents and the runtime safety layer are domain-agnostic. Medicine is where we proved them first.

Live Medical assistant Three specialists, urgency triage and cited clinical evidence.
Next Travel & trip assistant Itineraries, bookings and disruptions handled by agents in parallel.
Next Multimodal model training Training and evaluation pipelines for text, image and signal data.
Planned Investment advisor agent Equity research split across analyst agents, with sources on every claim.
Questions

The things people ask before they trust it.

Still unsure? Write to hr@readytrace.ai and a person will answer.

Is this a doctor?

No. ReadyTrace AI gives you health information and helps you decide when to seek care. It does not diagnose, prescribe, or replace a clinician, and it is not a regulated medical device. Use it to arrive at your appointment better informed, not to skip it.

What happens if I describe something dangerous?

A safety check runs before anything else. Chest pain, difficulty breathing, fainting and other high-risk symptoms trigger an immediate instruction to seek emergency care, placed at the top of the answer. That check is rule-based and cannot be talked around.

How accurate is it?

On our internal 500-question test set, medical professionals scored our answers 4.5 out of 5 on accuracy, completeness and safety, against 3.9 for a leading general chatbot in a blind comparison. That is our own testing, not independent validation, and we publish the method so you can judge it. It gets things wrong. Every answer shows its sources so you can check.

Can I use it for my child or my parent?

Yes. Each person’s history is kept separate, so nothing gets mixed together. Answers about children are handled by the same escalation rules, which are stricter for infants.

Stop guessing at 3am.

Three specialists, one clear answer, and a straight statement of whether this can wait.